{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WaveRNN - Fit a 30min Sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time, sys, math\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch import optim\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from scipy.io import wavfile\n",
    "from utils.display import *\n",
    "from utils.dsp import *\n",
    "from models.wavernn import WaveRNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "notebook_name = 'nb3'\n",
    "sample_rate = 22050"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = wavfile.read('data/podcast.wav')[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-28400, 29026)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample.min(), sample.max()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Split/Combine Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def split_signal(x) :\n",
    "    unsigned = x + 2**15\n",
    "    coarse = unsigned // 256\n",
    "    fine = unsigned % 256\n",
    "    return coarse, fine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def combine_signal(coarse, fine) :\n",
    "    return coarse * 256 + fine - 2**15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0731dad978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(sample[73000:73100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "coarse_classes, fine_classes = split_signal(sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f072fd69470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(coarse_classes[73000:73100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f072f9f15c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(fine_classes[73000:73100])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trainable Parameters: 3.050 million\n"
     ]
    }
   ],
   "source": [
    "model = WaveRNN().cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "coarse_classes, fine_classes = split_signal(sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 128 # 8gb gpu\n",
    "coarse_classes = coarse_classes[:len(coarse_classes) // batch_size * batch_size]\n",
    "fine_classes = fine_classes[:len(fine_classes) // batch_size * batch_size]\n",
    "coarse_classes = np.reshape(coarse_classes, (batch_size, -1))\n",
    "fine_classes = np.reshape(fine_classes, (batch_size, -1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128, 366411)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coarse_classes.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(model, optimizer, num_steps, batch_size, lr=1e-3, seq_len=960) :\n",
    "    \n",
    "    for p in optimizer.param_groups : p['lr'] = lr\n",
    "    start = time.time()\n",
    "    running_loss = 0\n",
    "    \n",
    "    for step in range(num_steps) :\n",
    "        \n",
    "        loss = 0\n",
    "        hidden = model.init_hidden(batch_size)\n",
    "        optimizer.zero_grad()\n",
    "        rand_idx = np.random.randint(0, coarse_classes.shape[1] - seq_len - 1)\n",
    "        \n",
    "        x_coarse = coarse_classes[:, rand_idx:rand_idx + seq_len]\n",
    "        x_coarse = torch.FloatTensor(x_coarse)\n",
    "        x_coarse = x_coarse / 127.5 - 1.\n",
    "        x_fine = fine_classes[:, rand_idx:rand_idx + seq_len]\n",
    "        x_fine = torch.FloatTensor(x_fine)\n",
    "        x_fine = x_fine / 127.5 - 1.\n",
    "        \n",
    "        y_coarse = coarse_classes[:, rand_idx + 1:rand_idx + seq_len + 1]\n",
    "        y_coarse = torch.LongTensor(y_coarse)\n",
    "        y_fine = fine_classes[:, rand_idx + 1: rand_idx + seq_len + 1]\n",
    "        y_fine = torch.LongTensor(y_fine)\n",
    "        \n",
    "        for i in range(seq_len) :\n",
    "            \n",
    "            x_c_in = x_coarse[:, i:i + 1]\n",
    "            x_f_in = x_fine[:, i:i + 1]\n",
    "            x_input = torch.cat([x_c_in, x_f_in], dim=1)\n",
    "            x_input = x_input.cuda()\n",
    "            \n",
    "            c_target = y_coarse[:, i].cuda()\n",
    "            f_target = y_fine[:, i].cuda()\n",
    "            \n",
    "            \n",
    "            current_coarse = c_target.float() / 127.5 - 1.\n",
    "            current_coarse = current_coarse.unsqueeze(-1)\n",
    "            \n",
    "            out_coarse, out_fine, hidden = model(x_input, hidden, current_coarse)\n",
    "            \n",
    "            loss_coarse = F.cross_entropy(out_coarse, c_target)\n",
    "            loss_fine = F.cross_entropy(out_fine, f_target)\n",
    "            loss += (loss_coarse + loss_fine)\n",
    "        \n",
    "        running_loss += (loss.item() / seq_len)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "        elapsed = time_since(start)\n",
    "        speed = (step + 1) / (time.time() - start)\n",
    "        \n",
    "        stream('Step: %i/%i --- Loss: %.3f --- %s --- @ %.1f batches/sec ',\n",
    "              (step + 1, num_steps, running_loss / (step + 1), elapsed, speed))         "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = optim.Adam(model.parameters())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "train(model, optimizer, num_steps=10000, batch_size=batch_size, lr=1e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "output, c, f = model.generate(sample_rate * 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot(output[:1000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot(f[:100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_wav(y, filename, sample_rate) :\n",
    "    y = np.clip(y, -2**15, 2**15 - 1)\n",
    "    wavfile.write(filename, sample_rate, y.astype(np.int16))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_wav(output, f'outputs/{notebook_name}/model_output.wav', sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
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